Case study / Product concepts
AI Change Risk Dashboard
Trace AI-generated changes to tests, incidents, and rollbacks
Period
Product concept
Role
Product direction and workflow design
Type
Independent product concept
Product preview
Illustrative concept screens · Select any image to zoom
Product overview: illustrative concept screen
01 / Overview
An engineering analytics concept that attributes AI-assisted changes and connects them to test results, incidents, rollbacks, and reviewer approvals.
02 / Challenge
AI produces code quickly, making it hard to see where quality risk accumulates.
- /AI-assisted changes are not tracked.
- /Incidents are not tied to origin.
- /Review depth varies.
03 / Proposed capabilities
- 01Tag AI-assisted changes
- 02Correlate with incidents and rollbacks
- 03Show review and test coverage
- 04Team-level risk trends
- 05Weekly summaries